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Diversity and Diffusion: Observations on Synthetic Image Distributions with Stable Diffusion
Recent progress in text-to-image (TTI) systems, such as StableDiffusion, Imagen, and DALL-E 2, have made it possible to create realistic images with simple text prompts.
Table-Based Neural Units: Fully Quantizing Networks for Multiply-Free Inference
We show results that are within 1. 6% of the reported, non-quantized performance on MobileNet using only 40 entries in our table.
No Multiplication? No Floating Point? No Problem! Training Networks for Efficient Inference
For successful deployment of deep neural networks on highly--resource-constrained devices (hearing aids, earbuds, wearables), we must simplify the types of operations and the memory/power resources used during inference.
Representing Images in 200 Bytes: Compression via Triangulation
A rapidly increasing portion of internet traffic is dominated by requests from mobile devices with limited and metered bandwidth constraints.
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